{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [DecisionTreeClassifier](http://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html#sklearn.tree.DecisionTreeClassifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mpl.rcParams['font.sans-serif'] = [u'SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "iris_feature = u'花萼长度', u'花萼宽度', u'花瓣长度', u'花瓣宽度'\n",
    "path = 'datas/iris.data'  # 数据文件路径\n",
    "data = pd.read_csv(path, header=None)\n",
    "x_prime = data[list(range(4))]\n",
    "y = pd.Categorical(data[4]).codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "特征：   花萼长度  +  花萼宽度\n",
      "\t预测正确数目： 127\n",
      "\t准确率: 84.67%\n",
      "特征：   花萼长度  +  花瓣长度\n",
      "\t预测正确数目： 148\n",
      "\t准确率: 98.67%\n",
      "特征：   花萼长度  +  花瓣宽度\n",
      "\t预测正确数目： 146\n",
      "\t准确率: 97.33%\n",
      "特征：   花萼宽度  +  花瓣长度\n",
      "\t预测正确数目： 146\n",
      "\t准确率: 97.33%\n",
      "特征：   花萼宽度  +  花瓣宽度\n",
      "\t预测正确数目： 145\n",
      "\t准确率: 96.67%\n",
      "特征：   花瓣长度  +  花瓣宽度\n",
      "\t预测正确数目： 149\n",
      "\t准确率: 99.33%\n"
     ]
    },
    {
     "data": {
      "image/png": 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RlJSE+vXrIyMjA0+ePMG+ffuwd+9e9O3bV6vHh8fjQSgUMu+PiYkJunTpghkzZqB3794Y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6MpIUzpkzHZk0qTXnzmXuR6SS9fTp04eGDRsCEB0dTd686f+2wcHBtGunKBL16tVj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SVIPZJIJLkFabhJJBKJRCKR5BJkcIJEIpFIJBJJLkEabhKJRCKRSCS5BGm4SSQS\niUQikeQSpOEmkUgkEolEkkuQhptEIpFIJBJJLuH/AU+mtsWjCC5OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26f1feb5518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#进行特征比较\n",
    "feature_pairs = [[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]\n",
    "plt.figure(figsize=(9, 6), facecolor='w')\n",
    "for i, pair in enumerate(feature_pairs):\n",
    "#获取数据\n",
    "    x = x_prime[pair]\n",
    "#决策树学习\n",
    "    clf = DecisionTreeClassifier(criterion='gini', max_depth=5)\n",
    "    clf.fit(x, y)\n",
    "    \n",
    "    y_hat = clf.predict(x)\n",
    "    score = clf.score(x, y)\n",
    "    y2 = y.reshape(-1)\n",
    "    c = np.count_nonzero(y_hat == y)   #统计预测正确的个数\n",
    "    print ('特征：  ', iris_feature[pair[0]], ' + ', iris_feature[pair[1]])\n",
    "    print ('\\t预测正确数目：', c)\n",
    "    print ('\\t准确率: %.2f%%' % (score*100))\n",
    "\n",
    "    N, M = 500, 500  # 横纵各采样多少个值\n",
    "    x1_min, x2_min = x.min()\n",
    "    x1_max, x2_max = x.max()\n",
    "    t1 = np.linspace(x1_min, x1_max, N)\n",
    "    t2 = np.linspace(x2_min, x2_max, M)\n",
    "    x1, x2 = np.meshgrid(t1, t2)  # 生成网格采样点\n",
    "    x_test = np.dstack((x1.flat, x2.flat))[0]  # 测试点\n",
    "    \n",
    "\n",
    "    cm_light = mpl.colors.ListedColormap(['#A0FFA0', '#FFA0A0', '#A0A0FF'])\n",
    "    cm_dark = mpl.colors.ListedColormap(['g', 'r', 'b'])\n",
    "    y_hat = clf.predict(x_test)  # 预测值\n",
    "    y_hat = y_hat.reshape(x1.shape)  \n",
    "    plt.subplot(2, 3, i+1)\n",
    "    plt.pcolormesh(x1, x2, y_hat, cmap=cm_light)  # 预测值\n",
    "    plt.scatter(x[pair[0]], x[pair[1]], c=y, edgecolors='k', cmap=cm_dark)  # 样本\n",
    "    plt.xlabel(iris_feature[pair[0]], fontsize=10)\n",
    "    plt.ylabel(iris_feature[pair[1]], fontsize=10)\n",
    "    plt.xlim(x1_min, x1_max)\n",
    "    plt.ylim(x2_min, x2_max)\n",
    "    plt.grid()\n",
    "    plt.title(u'准确率:%.2f%%' % (score * 100), fontdict={'fontsize':15})\n",
    "plt.suptitle(u'鸢尾花数据在决策树中两两特征属性对目标属性的影响', fontsize=18, y = 1)\n",
    "plt.tight_layout(2)\n",
    "plt.subplots_adjust(top=0.92)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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